{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from scipy.spatial.distance import cdist\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(r'C:\\Users\\86132\\Desktop\\学习\\数据挖掘\\vgsales.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "\n",
    "d=df.duplicated().sum()#统计重复值个数\n",
    "print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Year</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16327.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8300.605254</td>\n",
       "      <td>2006.406443</td>\n",
       "      <td>0.264667</td>\n",
       "      <td>0.146652</td>\n",
       "      <td>0.077782</td>\n",
       "      <td>0.048063</td>\n",
       "      <td>0.537441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4791.853933</td>\n",
       "      <td>5.828981</td>\n",
       "      <td>0.816683</td>\n",
       "      <td>0.505351</td>\n",
       "      <td>0.309291</td>\n",
       "      <td>0.188588</td>\n",
       "      <td>1.555028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1980.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4151.250000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8300.500000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12449.750000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.470000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16600.000000</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>41.490000</td>\n",
       "      <td>29.020000</td>\n",
       "      <td>10.220000</td>\n",
       "      <td>10.570000</td>\n",
       "      <td>82.740000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Rank          Year      NA_Sales      EU_Sales      JP_Sales  \\\n",
       "count  16598.000000  16327.000000  16598.000000  16598.000000  16598.000000   \n",
       "mean    8300.605254   2006.406443      0.264667      0.146652      0.077782   \n",
       "std     4791.853933      5.828981      0.816683      0.505351      0.309291   \n",
       "min        1.000000   1980.000000      0.000000      0.000000      0.000000   \n",
       "25%     4151.250000   2003.000000      0.000000      0.000000      0.000000   \n",
       "50%     8300.500000   2007.000000      0.080000      0.020000      0.000000   \n",
       "75%    12449.750000   2010.000000      0.240000      0.110000      0.040000   \n",
       "max    16600.000000   2020.000000     41.490000     29.020000     10.220000   \n",
       "\n",
       "        Other_Sales  Global_Sales  \n",
       "count  16598.000000  16598.000000  \n",
       "mean       0.048063      0.537441  \n",
       "std        0.188588      1.555028  \n",
       "min        0.000000      0.010000  \n",
       "25%        0.000000      0.060000  \n",
       "50%        0.010000      0.170000  \n",
       "75%        0.040000      0.470000  \n",
       "max       10.570000     82.740000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Rank                           Name Platform    Year         Genre  \\\n",
      "0        1                     Wii Sports      Wii  2006.0        Sports   \n",
      "1        2              Super Mario Bros.      NES  1985.0      Platform   \n",
      "2        3                 Mario Kart Wii      Wii  2008.0        Racing   \n",
      "3        4              Wii Sports Resort      Wii  2009.0        Sports   \n",
      "4        5       Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing   \n",
      "...    ...                            ...      ...     ...           ...   \n",
      "1888  1890  Sonic & Sega All-Stars Racing       DS  2010.0        Racing   \n",
      "1889  1891              Skylanders Giants      PS3  2012.0        Action   \n",
      "1890  1892                  Endless Ocean      Wii  2007.0     Adventure   \n",
      "1891  1893                 NFL Blitz 2000       PS  1998.0        Sports   \n",
      "1892  1894              Sonic Free Riders     X360  2010.0        Racing   \n",
      "\n",
      "         Publisher  NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \\\n",
      "0         Nintendo     41.49     29.02      3.77         8.46         82.74   \n",
      "1         Nintendo     29.08      3.58      6.81         0.77         40.24   \n",
      "2         Nintendo     15.85     12.88      3.79         3.31         35.82   \n",
      "3         Nintendo     15.75     11.01      3.28         2.96         33.00   \n",
      "4         Nintendo     11.27      8.89     10.22         1.00         31.37   \n",
      "...            ...       ...       ...       ...          ...           ...   \n",
      "1888          Sega      0.44      0.54      0.00         0.11          1.09   \n",
      "1889    Activision      0.35      0.52      0.00         0.22          1.09   \n",
      "1890      Nintendo      0.44      0.47      0.09         0.09          1.09   \n",
      "1891  Midway Games      0.60      0.41      0.00         0.07          1.09   \n",
      "1892          Sega      0.74      0.26      0.00         0.09          1.09   \n",
      "\n",
      "      encoded_Genre  encooded_Name  \n",
      "0                10          11007  \n",
      "1                 4           9327  \n",
      "2                 6           5573  \n",
      "3                10          11009  \n",
      "4                 7           7346  \n",
      "...             ...            ...  \n",
      "1888              6           8831  \n",
      "1889              0           8745  \n",
      "1890              1           2785  \n",
      "1891             10           6459  \n",
      "1892              6           8847  \n",
      "\n",
      "[1893 rows x 13 columns]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 假设df是已经定义好的DataFrame，并且包含'Global_Sales'列\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 设置字体以支持中文显示\n",
    "\n",
    "# 选择“全球销售额”列作为Series，并删除NaN值\n",
    "Global_Sales = df['Global_Sales'].dropna()\n",
    "\n",
    "# 绘制箱线图\n",
    "plt.boxplot(Global_Sales)\n",
    "plt.ylabel('全球销售额')\n",
    "plt.title('全球销量箱线图')\n",
    "\n",
    "# 计算四分位数和IQR\n",
    "q1 = Global_Sales.quantile(0.25)\n",
    "q3 = Global_Sales.quantile(0.75)\n",
    "iqr = q3 - q1\n",
    "\n",
    "# 根据1.5倍IQR原则确定异常值上下限\n",
    "lower_bound = q1 - 1.5 * iqr\n",
    "upper_bound = q3 + 1.5 * iqr\n",
    "\n",
    "# 筛选出超出上下界的异常值\n",
    "outliers = Global_Sales[(Global_Sales < lower_bound) | (Global_Sales > upper_bound)]\n",
    "\n",
    "# 为每个异常值在箱线图上打点标记\n",
    "outliers_index = Global_Sales[(Global_Sales < lower_bound) | (Global_Sales > upper_bound)].index\n",
    "for index in outliers_index:\n",
    "    plt.plot([index, index], [lower_bound, upper_bound], color='red', linestyle='--', linewidth=0.5)\n",
    "    plt.scatter(index, Global_Sales.iloc[index], color='red', marker='o')  # 绘制异常点\n",
    "\n",
    "handles, labels = plt.gca().get_legend_handles_labels()\n",
    "plt.legend(handles, labels, loc='best')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n",
    "\n",
    "# 返回异常值信息\n",
    "outliers_df = df.loc[outliers_index]  # 使用.loc[]来确保返回正确的DataFrame\n",
    "print(outliers_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "\n",
    "coding=LabelEncoder()#特征编码\n",
    "df['encoded_Genre']=coding.fit_transform(df['Genre'])\n",
    " \n",
    "df['encooded_Name']=coding.fit_transform(df['Name'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=df[['encooded_Name','encoded_Genre','NA_Sales','EU_Sales','JP_Sales','Global_Sales']]#选择聚类的特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler=StandardScaler()#对聚类特征集进行拟合\n",
    "X_scaler=scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Length of values (0) does not match length of index (16598)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[9], line 11\u001b[0m\n\u001b[0;32m      8\u001b[0m gxl\u001b[38;5;241m=\u001b[39mpca\u001b[38;5;241m.\u001b[39mexplained_variance_ratio_   \u001b[38;5;66;03m#主成分方差比例\u001b[39;00m\n\u001b[0;32m     10\u001b[0m df_pca \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame(data\u001b[38;5;241m=\u001b[39mpca_fit, columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPCA1\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPCA2\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m---> 11\u001b[0m df_pca[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcluster\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m labels\n\u001b[0;32m     12\u001b[0m df_pca\u001b[38;5;241m.\u001b[39mhead()\n",
      "File \u001b[1;32mc:\\Users\\86132\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:3980\u001b[0m, in \u001b[0;36mDataFrame.__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m   3977\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setitem_array([key], value)\n\u001b[0;32m   3978\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   3979\u001b[0m     \u001b[38;5;66;03m# set column\u001b[39;00m\n\u001b[1;32m-> 3980\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_set_item\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mc:\\Users\\86132\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4174\u001b[0m, in \u001b[0;36mDataFrame._set_item\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m   4164\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_set_item\u001b[39m(\u001b[38;5;28mself\u001b[39m, key, value) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m   4165\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   4166\u001b[0m \u001b[38;5;124;03m    Add series to DataFrame in specified column.\u001b[39;00m\n\u001b[0;32m   4167\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4172\u001b[0m \u001b[38;5;124;03m    ensure homogeneity.\u001b[39;00m\n\u001b[0;32m   4173\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4174\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sanitize_column\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4176\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m   4177\u001b[0m         key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[0;32m   4178\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m value\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m   4179\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_extension_array_dtype(value)\n\u001b[0;32m   4180\u001b[0m     ):\n\u001b[0;32m   4181\u001b[0m         \u001b[38;5;66;03m# broadcast across multiple columns if necessary\u001b[39;00m\n\u001b[0;32m   4182\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mis_unique \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns, MultiIndex):\n",
      "File \u001b[1;32mc:\\Users\\86132\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4915\u001b[0m, in \u001b[0;36mDataFrame._sanitize_column\u001b[1;34m(self, value)\u001b[0m\n\u001b[0;32m   4912\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _reindex_for_setitem(Series(value), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex)\n\u001b[0;32m   4914\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_list_like(value):\n\u001b[1;32m-> 4915\u001b[0m     \u001b[43mcom\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequire_length_match\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4916\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sanitize_array(value, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, allow_2d\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "File \u001b[1;32mc:\\Users\\86132\\anaconda3\\lib\\site-packages\\pandas\\core\\common.py:571\u001b[0m, in \u001b[0;36mrequire_length_match\u001b[1;34m(data, index)\u001b[0m\n\u001b[0;32m    567\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    568\u001b[0m \u001b[38;5;124;03mCheck the length of data matches the length of the index.\u001b[39;00m\n\u001b[0;32m    569\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    570\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(data) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(index):\n\u001b[1;32m--> 571\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    572\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLength of values \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    573\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(data)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    574\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdoes not match length of index \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    575\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(index)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    576\u001b[0m     )\n",
      "\u001b[1;31mValueError\u001b[0m: Length of values (0) does not match length of index (16598)"
     ]
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA#数据降维\n",
    "\n",
    "pca=PCA(n_components=2)  #保留能够解释原始数据至少200%总方差的主成分数量\n",
    "pca_fit = pca.fit_transform(X)\n",
    "\n",
    "tzxl=pca.components_   #主成分向量\n",
    "tz=pca.explained_variance_   #主成分方差值\n",
    "gxl=pca.explained_variance_ratio_   #主成分方差比例\n",
    "\n",
    "df_pca = pd.DataFrame(data=pca_fit, columns=['PCA1', 'PCA2'])\n",
    "df_pca['cluster'] = labels\n",
    "df_pca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "sse = []#存储每个K值的误差平方和\n",
    "# 循环尝试不同的聚类数量\n",
    "for k in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters=k,init='k-means++', random_state=0)\n",
    "    kmeans.fit(X_scaler)#使用标准化后的数据进行聚类\n",
    "    \n",
    "    # 计算并存储当前聚类数量下的SSE\n",
    "    sse.append(kmeans.inertia_)\n",
    " \n",
    "# 绘制SSE与聚类数量的关系图\n",
    "plt.plot(range(1, 11), sse, marker='o')  # 添加marker使图形更清晰\n",
    "plt.title('Elbow Method For Optimal k')\n",
    "plt.xlabel('Number of clusters (k)')\n",
    "plt.ylabel('Sum of squared distances')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()\n",
    "# '肘部'即SSE下降速率明显减缓的那个点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8752376855763703\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import silhouette_score\n",
    "kmeans = KMeans( n_clusters = 2, init='k-means++')#轮廓系数\n",
    "kmeans.fit(X_scaler)\n",
    "\n",
    "# Now, print the silhouette score of this model\n",
    "\n",
    "print(silhouette_score(X_scaler, kmeans.labels_, metric='euclidean'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "best_k=2\n",
    " \n",
    "#初始化方法K-means++可以选择更优的初始聚类中心\n",
    "model = KMeans(n_clusters=best_k,init='k-means++', random_state=0)\n",
    "labels = model.fit_predict(X_scaler)\n",
    " \n",
    "# 将聚类结果添加到原始数据中\n",
    "df['cluster'] = labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "簇1的顾客行为特征统计信息：\n",
      "               Rank          Year      NA_Sales      EU_Sales      JP_Sales  \\\n",
      "count  16515.000000  16244.000000  16515.000000  16515.000000  16515.000000   \n",
      "mean    8342.107115   2006.412768      0.227526      0.124235      0.066369   \n",
      "std     4767.893452      5.818529      0.448333      0.297439      0.219289   \n",
      "min       48.000000   1980.000000      0.000000      0.000000      0.000000   \n",
      "25%     4213.500000   2003.000000      0.000000      0.000000      0.000000   \n",
      "50%     8342.000000   2007.000000      0.080000      0.020000      0.000000   \n",
      "75%    12470.500000   2010.000000      0.230000      0.110000      0.030000   \n",
      "max    16600.000000   2020.000000      7.280000      6.210000      4.870000   \n",
      "\n",
      "       Other_Sales  Global_Sales  encoded_Genre  encooded_Name  cluster  \n",
      "count  16515.00000  16515.000000   16515.000000   16515.000000  16515.0  \n",
      "mean       0.04148      0.459893       4.925159    5793.810899      0.0  \n",
      "std        0.12461      0.830943       3.765803    3324.103327      0.0  \n",
      "min        0.00000      0.010000       0.000000       0.000000      0.0  \n",
      "25%        0.00000      0.060000       1.000000    2918.500000      0.0  \n",
      "50%        0.01000      0.170000       5.000000    5844.000000      0.0  \n",
      "75%        0.03000      0.470000       8.000000    8700.500000      0.0  \n",
      "max        7.53000     11.660000      11.000000   11492.000000      0.0  \n",
      "簇2的顾客行为特征统计信息：\n",
      "            Rank         Year   NA_Sales   EU_Sales   JP_Sales  Other_Sales  \\\n",
      "count  83.000000    83.000000  83.000000  83.000000  83.000000    83.000000   \n",
      "mean   42.734940  2005.168675   7.654940   4.607108   2.348554     1.357831   \n",
      "std    25.035138     7.546311   6.241525   3.692296   2.105236     1.525221   \n",
      "min     1.000000  1984.000000   0.980000   0.400000   0.000000     0.150000   \n",
      "25%    21.500000  2001.000000   4.350000   2.640000   0.370000     0.610000   \n",
      "50%    42.000000  2007.000000   5.990000   3.630000   2.230000     0.900000   \n",
      "75%    63.500000  2010.500000   9.015000   5.425000   3.700000     1.625000   \n",
      "max    89.000000  2015.000000  41.490000  29.020000  10.220000    10.570000   \n",
      "\n",
      "       Global_Sales  encoded_Genre  encooded_Name  cluster  \n",
      "count     83.000000      83.000000      83.000000     83.0  \n",
      "mean      15.967590       5.518072    5512.240964      1.0  \n",
      "std       10.400685       2.868506    3213.018896      0.0  \n",
      "min        7.840000       0.000000     349.000000      1.0  \n",
      "25%        9.875000       4.000000    3163.500000      1.0  \n",
      "50%       12.270000       6.000000    5570.000000      1.0  \n",
      "75%       18.250000       8.000000    7367.500000      1.0  \n",
      "max       82.740000      10.000000   11009.000000      1.0  \n"
     ]
    }
   ],
   "source": [
    "#将聚类结果添加到原始数据框(df1)中，并对每个簇进行统计描述\n",
    "for i in range(best_k):\n",
    "    cluster_data = df[df['cluster'] == i]\n",
    "    print(f\"簇{i+1}的顾客行为特征统计信息：\")\n",
    "    print(cluster_data.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    16515\n",
       "1       83\n",
       "Name: cluster, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Clu_nums = df['cluster'].value_counts()\n",
    "Clu_nums\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\IPython\\core\\events.py:89: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  func(*args, **kwargs)\n",
      "c:\\Users\\86132\\anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.scatterplot(data=df_pca, x='PCA1', y='PCA2', hue='cluster', palette='tab10', alpha=0.8)\n",
    "plt.title('Personality Clusters after PCA');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
